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Everyone’s talking about Blockchain and the Internet of Things (IoT). But are these technologies just expensive experiments, or essential tools for future-ready supply chains? Why This Matters   Supply chain professionals today face extraordinary pressure: demand volatility, sustainability targets, and global risk exposure. Amid this, emerging technologies like Blockchain and IoT are frequently pitched as solutions, but how much of it is hype, and how much is genuinely helpfu

In today’s global and increasingly complex supply chains, understanding the right level of logistics outsourcing isn’t just helpful, it’s strategic. From self-managed operations to AI-driven orchestration powered by machine learning (ML), predictive analytics, and even generative AI for simulation and planning, logistics models today span from 1PL (First-Party Logistics) to 5PL (Fifth-Party Logistics).   This article breaks down each level in technical detail, highlighting wh

Forecast accuracy is one of those areas that seems straightforward until you try to apply it consistently. Most people start with a basic metric, often MAPE or RMSE, because that’s what their software provides, or because it’s easy to explain. But over time, the limitations start to show. The same model performs well under one metric and poorly under another. Different teams prefer different measures. Some products look accurate, while others clearly aren’t, even though they